{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 3: Small World Graphs \n",
    "\n",
    "# Think Complexity Second Edition by Alan Downey"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Working on connectivity coefficient and effective path length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['#4c78a8',\n",
       " '#f58518',\n",
       " '#e45756',\n",
       " '#72b7b2',\n",
       " '#54a24b',\n",
       " '#eeca3b',\n",
       " '#b279a2',\n",
       " '#ff9da6',\n",
       " '#9d755d',\n",
       " '#bab0ac']"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import plotly_express as px\n",
    "\n",
    "COLORS = px.colors.qualitative.T10\n",
    "COLORS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 1 1\n",
      "0 2 2\n",
      "0 3 3\n",
      "1 2 2\n",
      "1 3 3\n",
      "1 4 4\n",
      "2 3 3\n",
      "2 4 4\n",
      "2 5 0\n",
      "3 4 4\n",
      "3 5 0\n",
      "3 6 1\n",
      "4 5 0\n",
      "4 6 1\n",
      "4 7 2\n"
     ]
    }
   ],
   "source": [
    "nodes = range(5)\n",
    "halfk = 3\n",
    "k = 6\n",
    "n = len(nodes)\n",
    "\n",
    "for i, u in enumerate(nodes):\n",
    "    for j in range(i + 1, i + halfk + 1):\n",
    "        print(u, j, j % n)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def adjacent_edges(nodes, halfk):\n",
    "    n = len(nodes)\n",
    "    for i, u in enumerate(nodes):\n",
    "        for j in range(i+1, i+halfk+1):\n",
    "            v = nodes[j % n]\n",
    "            yield u, v\n",
    "            \n",
    "            \n",
    "def make_ring_lattice(n , k):\n",
    "    nodes = range(n)\n",
    "    G = nx.Graph()\n",
    "    G.add_nodes_from(nodes)\n",
    "    edges = adjacent_edges(nodes, k // 2)\n",
    "    G.add_edges_from(edges)\n",
    "    return G\n",
    "\n",
    "Gr = make_ring_lattice(10, 4)\n",
    "nx.draw(Gr, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Gr = make_ring_lattice(12, 5)\n",
    "nx.draw(Gr, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "def flip(p): return np.random.random() < p\n",
    "\n",
    "def rewire(G, p):\n",
    "    nodes = set(G)\n",
    "    for u, v in G.edges():\n",
    "        if flip(p):\n",
    "            # No self-referential and no repeats\n",
    "            choices = nodes - {u} - set(G[u])\n",
    "            new_v = np.random.choice(list(choices))\n",
    "            G.remove_edge(u, v)\n",
    "            G.add_edge(u, new_v)\n",
    "\n",
    "rewire(Gr, 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(Gr, with_labels=True, node_color=COLORS[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{4, 5, 6, 7, 8, 9, 10}"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes = set(Gr)\n",
    "u = list(Gr.nodes())[1]\n",
    "\n",
    "choices = nodes - {u} - set(Gr[u])\n",
    "choices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0, 1, 2, 3, 4, 5, 11}"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nodes = set(Gr)\n",
    "u = list(Gr.nodes())[8]\n",
    "\n",
    "choices = nodes - {u} - set(Gr[u])\n",
    "choices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "UsageError: %colors: you must specify a color scheme. See '%colors?'\n"
     ]
    }
   ],
   "source": [
    "colors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def make_ws_graph(n, k, p):\n",
    "    ws = make_ring_lattice(n, k)\n",
    "    rewire(ws, p)\n",
    "    return ws\n",
    "\n",
    "ws_lattice = make_ws_graph(15, 4, 0.9)\n",
    "nx.draw_circular(ws_lattice, node_color=COLORS[0], node_size=1000, with_labels=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [],
   "source": [
    "from itertools import product\n",
    "from IPython.display import display\n",
    "\n",
    "def ws_graph_and_draw(ns, ks, ps):\n",
    "    for n, k, p in product(ns, ks, ps):\n",
    "        print(f'n = {n}, k = {k}, p = {p}.')\n",
    "        ws_graph = make_ws_graph(n, k, p)\n",
    "        (nx.draw(ws_graph, node_color=np.random.choice(COLORS), \n",
    "                node_size=200, with_labels=True))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 9, k = 2, p = 0.2.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 9, k = 2, p = 0.3.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 9, k = 6, p = 0.2.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 9, k = 6, p = 0.3.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 15, k = 2, p = 0.2.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 15, k = 2, p = 0.3.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 15, k = 6, p = 0.2.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "n = 15, k = 6, p = 0.3.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "None"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ws_graph_and_draw([9, 15], [2, 6], [0.2, 0.3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
